{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-18T08:17:40.208423Z",
     "start_time": "2020-07-18T08:17:40.201441Z"
    }
   },
   "source": [
    "本项目整理了如下数据\n",
    "\n",
    "14-19年各省高考分数线\n",
    "各省市历年文理一本二本分数线\n",
    "各省市高校数量对比\n",
    "\n",
    "并预测了 2020年各省份一本二本文科理科分数线预测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# geo时空交互地图——14-19年各省高考分数线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-18T09:06:52.329231Z",
     "start_time": "2020-07-18T09:06:51.597708Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>地区</th>\n",
       "      <th>年份</th>\n",
       "      <th>考生类别</th>\n",
       "      <th>批次</th>\n",
       "      <th>分数线</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北京</td>\n",
       "      <td>2014</td>\n",
       "      <td>理科</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京</td>\n",
       "      <td>2014</td>\n",
       "      <td>理科</td>\n",
       "      <td>本科二批</td>\n",
       "      <td>495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京</td>\n",
       "      <td>2014</td>\n",
       "      <td>理科</td>\n",
       "      <td>本科三批</td>\n",
       "      <td>466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>北京</td>\n",
       "      <td>2014</td>\n",
       "      <td>文科</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>北京</td>\n",
       "      <td>2014</td>\n",
       "      <td>文科</td>\n",
       "      <td>本科二批</td>\n",
       "      <td>507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400</th>\n",
       "      <td>青海</td>\n",
       "      <td>2019</td>\n",
       "      <td>文科</td>\n",
       "      <td>省外院校民族班、民族预科（本科一批）</td>\n",
       "      <td>478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>青海</td>\n",
       "      <td>2019</td>\n",
       "      <td>文科</td>\n",
       "      <td>省外院校民族班、民族预科（本科二批）</td>\n",
       "      <td>434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>青海</td>\n",
       "      <td>2019</td>\n",
       "      <td>文科</td>\n",
       "      <td>省内院校本科民族预科</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1403</th>\n",
       "      <td>青海</td>\n",
       "      <td>2019</td>\n",
       "      <td>文科</td>\n",
       "      <td>省内专项（本科一批）</td>\n",
       "      <td>463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>青海</td>\n",
       "      <td>2019</td>\n",
       "      <td>文科</td>\n",
       "      <td>省内专项（本科二批）</td>\n",
       "      <td>429</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1405 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      地区    年份 考生类别                  批次  分数线\n",
       "0     北京  2014   理科                本科一批  543\n",
       "1     北京  2014   理科                本科二批  495\n",
       "2     北京  2014   理科                本科三批  466\n",
       "3     北京  2014   文科                本科一批  565\n",
       "4     北京  2014   文科                本科二批  507\n",
       "...   ..   ...  ...                 ...  ...\n",
       "1400  青海  2019   文科  省外院校民族班、民族预科（本科一批）  478\n",
       "1401  青海  2019   文科  省外院校民族班、民族预科（本科二批）  434\n",
       "1402  青海  2019   文科          省内院校本科民族预科  424\n",
       "1403  青海  2019   文科          省内专项（本科一批）  463\n",
       "1404  青海  2019   文科          省内专项（本科二批）  429\n",
       "\n",
       "[1405 rows x 5 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "province_score = pd.read_excel('14-19年各省高考分数线.xlsx')\n",
    "province_score "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-18T09:06:53.035681Z",
     "start_time": "2020-07-18T09:06:53.028732Z"
    }
   },
   "outputs": [],
   "source": [
    "地区 = list(province_score[\"地区\"])\n",
    "分数线 = list(province_score[\"分数线\"])\n",
    "# 分数线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-18T09:06:54.975036Z",
     "start_time": "2020-07-18T09:06:54.554404Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:lml.utils:failed to import pyecharts_snapshot\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\Anaconda3\\envs\\pan\\lib\\site-packages\\lml\\utils.py\", line 43, in do_import\n",
      "    plugin_module = __import__(plugin_module_name)\n",
      "ModuleNotFoundError: No module named 'pyecharts_snapshot'\n"
     ]
    },
    {
     "ename": "ImportError",
     "evalue": "cannot import name 'Geo'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-3-36e8f99089ca>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcharts\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mGeo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;31m# from example.commons import Faker 此行可能因为代码迭代失效，改下句可行\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfaker\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mFaker\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0moptions\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mopts\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcharts\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mGeo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mImportError\u001b[0m: cannot import name 'Geo'"
     ]
    }
   ],
   "source": [
    "from pyecharts.charts import Geo\n",
    "# from example.commons import Faker 此行可能因为代码迭代失效，改下句可行\n",
    "from pyecharts.faker import Faker\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Geo\n",
    "from pyecharts.globals import ChartType, SymbolType\n",
    "def geo_base() -> Geo:\n",
    "    c = (\n",
    "        Geo()\n",
    "        .add_schema(maptype=\"china\")\n",
    "        .add(\"geo\", [list(z) for z in zip(地区,分数线)])\n",
    "        .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "        .set_global_opts(\n",
    "            visualmap_opts=opts.VisualMapOpts(                    \n",
    "                    max_=550,\n",
    "                    min_=50,),\n",
    "            title_opts=opts.TitleOpts(title=\"Geo-基本示例\"),\n",
    "        )\n",
    "    )\n",
    "    \n",
    "    return c\n",
    "地图示例 = geo_base()\n",
    "地图示例.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-18T08:00:56.877088Z",
     "start_time": "2020-07-18T08:00:56.848723Z"
    },
    "hidden": true,
    "id": "6D8C247D5076481EBD2C73F92AC26158",
    "jupyter": {},
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "cannot import name 'options'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-a7526197780a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0moptions\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mopts\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcharts\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[1;33m*\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mImportError\u001b[0m: cannot import name 'options'"
     ]
    }
   ],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "27B121DFDCA94D0680FD29046E8F2EB7",
    "jupyter": {},
    "mdEditEnable": true,
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "# 各省市历年文理一本二本分数线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "id": "99C288028E5143F084F64CB657244B67",
    "jupyter": {},
    "mdEditEnable": false,
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "## 一本文理科"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "code_folding": [
     4,
     73,
     85,
     86
    ],
    "hidden": true,
    "id": "CFDD6A77BDD5419F85D5BFACE1E400E9",
    "jupyter": {},
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "    <style>\n",
       "        .tab {\n",
       "            overflow: hidden;\n",
       "            border: 1px solid #ccc;\n",
       "            background-color: #f1f1f1;\n",
       "        }\n",
       "\n",
       "        .tab button {\n",
       "            background-color: inherit;\n",
       "            float: left;\n",
       "            border: none;\n",
       "            outline: none;\n",
       "            cursor: pointer;\n",
       "            padding: 12px 16px;\n",
       "            transition: 0.3s;\n",
       "        }\n",
       "\n",
       "        .tab button:hover {\n",
       "            background-color: #ddd;\n",
       "        }\n",
       "\n",
       "        .tab button.active {\n",
       "            background-color: #ccc;\n",
       "        }\n",
       "\n",
       "        .chart-container {\n",
       "            display: none;\n",
       "            padding: 6px 12px;\n",
       "            border-top: none;\n",
       "        }\n",
       "    </style>\n",
       "<div class=\"tab\">\n",
       "            <button class=\"tablinks\" onclick=\"showChart(event, '81086ad0f91e429c9ffb3f44470900e7')\">理科</button>\n",
       "            <button class=\"tablinks\" onclick=\"showChart(event, '3250b77cd7b6431785e67e4943240ee2')\">文科</button>\n",
       "    </div>\n",
       "\n",
       "        <div id=\"81086ad0f91e429c9ffb3f44470900e7\" class=\"chart-container\" style=\"width:900px; height:500px;\"></div>\n",
       "        <div id=\"3250b77cd7b6431785e67e4943240ee2\" class=\"chart-container\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_81086ad0f91e429c9ffb3f44470900e7 = echarts.init(\n",
       "                    document.getElementById('81086ad0f91e429c9ffb3f44470900e7'), 'dark', {renderer: 'canvas'});\n",
       "                var option_81086ad0f91e429c9ffb3f44470900e7 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"series\": [\n",
       "        {\n",
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       "            \"coordinateSystem\": \"polar\",\n",
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       "            \"textStyle\": {\n",
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       "    \"visualMap\": {\n",
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       "        \"orient\": \"vertical\",\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_3250b77cd7b6431785e67e4943240ee2.setOption(option_3250b77cd7b6431785e67e4943240ee2);\n",
       "        });\n",
       "    </script>\n",
       "<script>\n",
       "        (function() {\n",
       "            containers = document.getElementsByClassName(\"chart-container\");\n",
       "            if(containers.length > 0) {\n",
       "                containers[0].style.display = \"block\";\n",
       "            }\n",
       "        })()\n",
       "\n",
       "        function showChart(evt, chartID) {\n",
       "            let containers = document.getElementsByClassName(\"chart-container\");\n",
       "            for (let i = 0; i < containers.length; i++) {\n",
       "                containers[i].style.display = \"none\";\n",
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       "\n",
       "            let tablinks = document.getElementsByClassName(\"tablinks\");\n",
       "            for (let i = 0; i < tablinks.length; i++) {\n",
       "                tablinks[i].className = \"tablinks\";\n",
       "            }\n",
       "\n",
       "            document.getElementById(chartID).style.display = \"block\";\n",
       "            evt.currentTarget.className += \" active\";\n",
       "        }\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2b8a7d87e48>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建选项卡对象\n",
    "tab = Tab()\n",
    "# 创建极坐标对象，并设置主题为 dark\n",
    "polar = Polar(init_opts=opts.InitOpts(theme='dark'))\n",
    "polar.add_schema(\n",
    "            radiusaxis_opts=opts.RadiusAxisOpts(\n",
    "                # 设置极坐标的坐标轴的值\n",
    "                data=[2014, 2015, 2016, 2017, 2018, 2019], \n",
    "                # 坐标轴类型设置为离散型                               \n",
    "                type_=\"category\",\n",
    "                # 分割线设置，设置为不显示分割线，就是背景那些网格线条                               \n",
    "                splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "                # 坐标轴线风格配置，坐标轴轴线设置为不显示                          \n",
    "                axisline_opts=opts.AxisLineOpts(is_show=False),\n",
    "                # 坐标轴刻度设置为不显示                               \n",
    "                axistick_opts=opts.AxisTickOpts(is_show=False)),\n",
    "            angleaxis_opts=opts.AngleAxisOpts(\n",
    "                # 值的方向，True 为顺时针，False 为逆时针\n",
    "                is_clockwise=True,\n",
    "                # 极坐标最大值\n",
    "                max_=750,\n",
    "                # 与上面一样，需要同时设置，否则报错                             \n",
    "                splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "                # 与上面一样，需要同时设置，否则报错                                \n",
    "                axisline_opts=opts.AxisLineOpts(is_show=False),\n",
    "                # 是否显示标签，设置为不显示                              \n",
    "                axislabel_opts=opts.LabelOpts(is_show=False),\n",
    "                # 与上面一样，需要同时设置，否则报错                                \n",
    "                axistick_opts=opts.AxisTickOpts(is_show=False)),\n",
    "        )\n",
    "\n",
    "# 以地区为切换依据，循环添加进图表\n",
    "for area in province_score['地区'].unique():\n",
    "    # 选择对应地区\n",
    "    t_data = province_score[(province_score['地区'] == area) & \n",
    "                            (province_score['批次'] == '本科一批') & \n",
    "                            (province_score['考生类别'] == '理科')]\n",
    "    # 以年份进行排序，降序\n",
    "    t_data = t_data.sort_values(by = '年份' ,ascending = True)\n",
    "    # 添加地区对应的分数，显示类型设置为条形\n",
    "    polar.add(area, t_data['分数线'].tolist(), type_=\"bar\")\n",
    "    polar.set_global_opts(\n",
    "        legend_opts=opts.LegendOpts(\n",
    "            # 显示图例，就是各个地区的切换按钮\n",
    "            is_show=True, \n",
    "            # 图例设置为单选模式\n",
    "            selected_mode='single',\n",
    "            # 图例的位置\n",
    "            pos_top='5%', pos_right='5%',\n",
    "            # 图例的布局朝向，垂直\n",
    "            orient='vertical', \n",
    "            # 图例形状\n",
    "            legend_icon='circle'),\n",
    "        title_opts=opts.TitleOpts(\n",
    "            # 标题\n",
    "            title=\"【理科】2014-2019年一本分数线\",\n",
    "            # 标题位置\n",
    "            pos_left=\"center\",\n",
    "            # 标题字体大小设置为20\n",
    "            title_textstyle_opts=opts.TextStyleOpts(font_size=20)),\n",
    "        visualmap_opts=opts.VisualMapOpts(\n",
    "            # 视觉映射不显示\n",
    "            is_show=False, \n",
    "            # 视觉映射最大最小值\n",
    "            min_=0,max_=5,\n",
    "            # 是否为分段形\n",
    "            is_piecewise=False,\n",
    "            # 组件映射维度\n",
    "            dimension=0,\n",
    "            # 组件过渡颜色\n",
    "            range_color=['#203fb6', '#008afb', '#00FF00', '#ffec4a', '#ff6611', '#f62336']))\n",
    "    polar.set_series_opts(\n",
    "        label_opts=opts.LabelOpts(\n",
    "            # 是否显示标签\n",
    "            is_show=True, \n",
    "            # 回调函数\n",
    "            formatter='{c}'), \n",
    "        # 设置锐化，饱和度\n",
    "        itemstyle_opts={\"normal\": {\n",
    "                                        'shadowBlur': 20,\n",
    "                                        'shadowColor': 'rgba(0,191,255,0.5)',\n",
    "                                        'shadowOffsetY': 2,\n",
    "                                        'opacity': 0.8\n",
    "                                                    }\n",
    "        })\n",
    "# 添加进选项卡\n",
    "tab.add(polar, '理科')\n",
    "\n",
    "polar = Polar(init_opts=opts.InitOpts(theme='dark'))\n",
    "polar.add_schema(\n",
    "            radiusaxis_opts=opts.RadiusAxisOpts(data=[2014, 2015, 2016, 2017, 2018, 2019], \n",
    "                                                type_=\"category\",\n",
    "                                                splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "                                                axisline_opts=opts.AxisLineOpts(is_show=False),\n",
    "                                                axistick_opts=opts.AxisTickOpts(is_show=False)),\n",
    "            angleaxis_opts=opts.AngleAxisOpts(is_clockwise=True, max_=750,\n",
    "                                              splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "                                              axisline_opts=opts.AxisLineOpts(is_show=False),\n",
    "                                              axislabel_opts=opts.LabelOpts(is_show=False),\n",
    "                                              axistick_opts=opts.AxisTickOpts(is_show=False)),\n",
    "        )\n",
    "for area in province_score['地区'].unique():\n",
    "    t_data = province_score[(province_score['地区'] == area) & \n",
    "                            (province_score['批次'] == '本科一批') & \n",
    "                            (province_score['考生类别'] == '文科')]\n",
    "    t_data = t_data.sort_values(by = '年份' ,ascending = True)\n",
    "    \n",
    "\n",
    "    polar.add(area, t_data['分数线'].tolist(), type_=\"bar\")\n",
    "    polar.set_global_opts(legend_opts=opts.LegendOpts(is_show=True, selected_mode='single', \n",
    "                                                      pos_top='5%', pos_right='5%',\n",
    "                                                      orient='vertical', legend_icon='circle'),\n",
    "                          title_opts=opts.TitleOpts(title=\"【文科】2014-2019年一本分数线\",\n",
    "                                                  pos_left=\"center\",\n",
    "                                                  title_textstyle_opts=opts.TextStyleOpts(font_size=20)),\n",
    "                          visualmap_opts=opts.VisualMapOpts(is_show=False, \n",
    "                                              min_=0,\n",
    "                                              max_=5,\n",
    "                                              is_piecewise=False,\n",
    "                                              dimension=0,\n",
    "                                              range_color=['#203fb6', '#008afb', '#00FF00', '#ffec4a', '#ff6611', '#f62336']))\n",
    "    polar.set_series_opts(label_opts=opts.LabelOpts(is_show=True, formatter='{c}'), \n",
    "                          itemstyle_opts={\"normal\": {\n",
    "                                                        'shadowBlur': 20,\n",
    "                                                        'shadowColor': 'rgba(0,191,255,0.5)',\n",
    "                                                        'shadowOffsetY': 2,\n",
    "                                                        'opacity': 0.8\n",
    "                                                    }\n",
    "                                           })\n",
    "\n",
    "\n",
    "tab.add(polar, '文科')\n",
    "tab.render('2014-2019年一本分数线.html')\n",
    "tab.render_notebook()"
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    "tags": []
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   "source": [
    "## 二本文理科"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
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    "id": "D6FE5F1264E0415D93F1ED52A422F6CE",
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     "slide_type": "slide"
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    "tags": []
   },
   "outputs": [
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       "            \"itemStyle\": {\n",
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       "        {\n",
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       "            \"label\": {\n",
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       "                \"\\u6d77\\u5357\": true,\n",
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       "                \"\\u9752\\u6d77\": true\n",
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       "            \"right\": \"5%\",\n",
       "            \"top\": \"5%\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"icon\": \"circle\"\n",
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       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
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       "        \"axisLine\": {\n",
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       "            \"onZero\": true,\n",
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       "    \"polar\": {},\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u3010\\u6587\\u79d1\\u30112014-2019\\u5e74\\u4e8c\\u672c\\u5206\\u6570\\u7ebf\",\n",
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       "                \"fontSize\": 20\n",
       "            }\n",
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       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": false,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
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       "        \"showLabel\": true,\n",
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       "};\n",
       "                chart_1ceda0e7c019439595ed4d8e822da33a.setOption(option_1ceda0e7c019439595ed4d8e822da33a);\n",
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       "\n",
       "        function showChart(evt, chartID) {\n",
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       "            let tablinks = document.getElementsByClassName(\"tablinks\");\n",
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      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2b8a7c9a808>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tab = Tab()\n",
    "\n",
    "polar = Polar(init_opts=opts.InitOpts(theme='dark'))\n",
    "polar.add_schema(\n",
    "            radiusaxis_opts=opts.RadiusAxisOpts(data=[2014, 2015, 2016, 2017, 2018, 2019], \n",
    "                                                type_=\"category\",\n",
    "                                                splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "                                                axisline_opts=opts.AxisLineOpts(is_show=False),\n",
    "                                                axistick_opts=opts.AxisTickOpts(is_show=False)),\n",
    "            angleaxis_opts=opts.AngleAxisOpts(is_clockwise=True, max_=750,\n",
    "                                              splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "                                              axisline_opts=opts.AxisLineOpts(is_show=False),\n",
    "                                              axislabel_opts=opts.LabelOpts(is_show=False),\n",
    "                                              axistick_opts=opts.AxisTickOpts(is_show=False)),\n",
    "        )\n",
    "for area in province_score['地区'].unique():\n",
    "    t_data = province_score[(province_score['地区'] == area) & \n",
    "                            (province_score['批次'] == '本科二批') & \n",
    "                            (province_score['考生类别'] == '理科')]\n",
    "    t_data = t_data.sort_values(by = '年份' ,ascending = True)\n",
    "    \n",
    "\n",
    "    polar.add(area, t_data['分数线'].tolist(), type_=\"bar\")\n",
    "    polar.set_global_opts(legend_opts=opts.LegendOpts(is_show=True, selected_mode='single', \n",
    "                                                      pos_top='5%', pos_right='5%',\n",
    "                                                      orient='vertical', legend_icon='circle'),\n",
    "                          title_opts=opts.TitleOpts(title=\"【理科】2014-2019年二本分数线\",\n",
    "                                                  pos_left=\"center\",\n",
    "                                                  title_textstyle_opts=opts.TextStyleOpts(font_size=20)),\n",
    "                          visualmap_opts=opts.VisualMapOpts(is_show=False, \n",
    "                                              min_=0,\n",
    "                                              max_=5,\n",
    "                                              is_piecewise=False,\n",
    "                                              dimension=0,\n",
    "                                              range_color=['#203fb6', '#008afb', '#00FF00', '#ffec4a', '#ff6611', '#f62336']))\n",
    "    polar.set_series_opts(label_opts=opts.LabelOpts(is_show=True, formatter='{c}'), \n",
    "                          itemstyle_opts={\"normal\": {\n",
    "                                                        'shadowBlur': 20,\n",
    "                                                        'shadowColor': 'rgba(0,191,255,0.5)',\n",
    "                                                        'shadowOffsetY': 2,\n",
    "                                                        'opacity': 0.8\n",
    "                                                    }\n",
    "                                           })\n",
    "\n",
    "tab.add(polar, '理科')\n",
    "\n",
    "polar = Polar(init_opts=opts.InitOpts(theme='dark'))\n",
    "polar.add_schema(\n",
    "            radiusaxis_opts=opts.RadiusAxisOpts(data=[2014, 2015, 2016, 2017, 2018, 2019], \n",
    "                                                type_=\"category\",\n",
    "                                                splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "                                                axisline_opts=opts.AxisLineOpts(is_show=False),\n",
    "                                                axistick_opts=opts.AxisTickOpts(is_show=False)),\n",
    "            angleaxis_opts=opts.AngleAxisOpts(is_clockwise=True, max_=750,\n",
    "                                              splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "                                              axisline_opts=opts.AxisLineOpts(is_show=False),\n",
    "                                              axislabel_opts=opts.LabelOpts(is_show=False),\n",
    "                                              axistick_opts=opts.AxisTickOpts(is_show=False)),\n",
    "        )\n",
    "for area in province_score['地区'].unique():\n",
    "    t_data = province_score[(province_score['地区'] == area) & \n",
    "                            (province_score['批次'] == '本科二批') & \n",
    "                            (province_score['考生类别'] == '文科')]\n",
    "    t_data = t_data.sort_values(by = '年份' ,ascending = True)\n",
    "    \n",
    "\n",
    "    polar.add(area, t_data['分数线'].tolist(), type_=\"bar\")\n",
    "    polar.set_global_opts(legend_opts=opts.LegendOpts(is_show=True, selected_mode='single', \n",
    "                                                      pos_top='5%', pos_right='5%',\n",
    "                                                      orient='vertical', legend_icon='circle'),\n",
    "                          title_opts=opts.TitleOpts(title=\"【文科】2014-2019年二本分数线\",\n",
    "                                                  pos_left=\"center\",\n",
    "                                                  title_textstyle_opts=opts.TextStyleOpts(font_size=20)),\n",
    "                          visualmap_opts=opts.VisualMapOpts(is_show=False, \n",
    "                                              min_=0,\n",
    "                                              max_=5,\n",
    "                                              is_piecewise=False,\n",
    "                                              dimension=0,\n",
    "                                              range_color=['#203fb6', '#008afb', '#00FF00', '#ffec4a', '#ff6611', '#f62336']))\n",
    "    polar.set_series_opts(label_opts=opts.LabelOpts(is_show=True, formatter='{c}'), \n",
    "                          itemstyle_opts={\"normal\": {\n",
    "                                                        'shadowBlur': 20,\n",
    "                                                        'shadowColor': 'rgba(0,191,255,0.5)',\n",
    "                                                        'shadowOffsetY': 2,\n",
    "                                                        'opacity': 0.8\n",
    "                                                    }\n",
    "                                           })\n",
    "\n",
    "\n",
    "tab.add(polar, '文科')\n",
    "tab.render('2014-2019年二本分数线.html')\n",
    "tab.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "id": "D82EB17BCDB84DF98B6910666AD683B9",
    "jupyter": {},
    "mdEditEnable": false,
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "# 20年各个省份一本二本文科理科分数线预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "id": "80A619FC48CC41EA87176CE63DFAF04B",
    "jupyter": {},
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:13: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  del sys.path[0]\n",
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: RuntimeWarning: invalid value encountered in less\n",
      "  app.launch_new_instance()\n"
     ]
    }
   ],
   "source": [
    "def gm11(x0):\n",
    "    '''\n",
    "    #自定义灰色预测函数\n",
    "    :param x0:\n",
    "    :return:\n",
    "    '''\n",
    "    x1 = x0.cumsum()                    # 1-AGO序列\n",
    "    z1 = (x1[:len(x1)-1] + x1[1:])/2.0  # 紧邻均值（MEAN）生成序列\n",
    "    z1 = z1.reshape((len(z1), 1))\n",
    "    B = np.append(-z1, np.ones_like(z1), axis=1)\n",
    "    Yn = x0[1:].reshape((len(x0)-1, 1))\n",
    "    [[a], [b]] = np.dot(np.dot(np.linalg.inv(np.dot(B.T, B)), B.T), Yn)        # 计算参数\n",
    "    f = lambda k: (x0[0]-b/a)*np.exp(-a*(k-1))-(x0[0]-b/a)*np.exp(-a*(k-2))    # 还原值\n",
    "    delta = np.abs(x0 - np.array([f(i) for i in range(1, len(x0)+1)]))\n",
    "    C = delta.std()/x0.std()\n",
    "    P = 1.0*(np.abs(delta - delta.mean()) < 0.6745*x0.std()).sum()/len(x0)\n",
    "    return f, a, b, x0[0], C, P   # 返回灰色预测函数、a、b、首项、方差比、小残差概率\n",
    "\n",
    "pici = ['本科一批','本科二批']\n",
    "kemu = ['理科','文科']\n",
    "prov = list(province_score['地区'].unique())\n",
    "\n",
    "result = []\n",
    "for p in prov:\n",
    "    for k in kemu:\n",
    "        for pi in pici:\n",
    "            # 获得地区，类别，批次\n",
    "            two_wen = province_score[(province_score['地区'] == p) &\n",
    "                              (province_score['考生类别'] == k) &\n",
    "                              (province_score['批次'] == pi)]\n",
    " \n",
    "            # 预测\n",
    "            f = gm11(two_wen.loc[:, '分数线'].values)[0]\n",
    "            d = f(len(two_wen))    \n",
    "            d = d.round(0) \n",
    "            \n",
    "            # 封装成列表\n",
    "            score = [p,k,pi,d]\n",
    "            result.append(score)\n",
    "\n",
    "# 转换为 DataFrame 保存\n",
    "result = pd.DataFrame(result,columns=['地区','考生类别','批次','分数线'])\n",
    "# 生成20年各省一本二本分数线预测excel表\n",
    "result.to_csv(path_or_buf='20年各省一本二本分数线预测.csv',index=False)\n",
    "province_score = pd.read_excel('14-19年各省高考分数线.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 查看20年预测表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>地区</th>\n",
       "      <th>考生类别</th>\n",
       "      <th>批次</th>\n",
       "      <th>分数线</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北京</td>\n",
       "      <td>理科</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>532.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京</td>\n",
       "      <td>理科</td>\n",
       "      <td>本科二批</td>\n",
       "      <td>429.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京</td>\n",
       "      <td>文科</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>568.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>北京</td>\n",
       "      <td>文科</td>\n",
       "      <td>本科二批</td>\n",
       "      <td>477.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>天津</td>\n",
       "      <td>理科</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>515.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>浙江</td>\n",
       "      <td>文科</td>\n",
       "      <td>本科二批</td>\n",
       "      <td>462.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>青海</td>\n",
       "      <td>理科</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>404.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>青海</td>\n",
       "      <td>理科</td>\n",
       "      <td>本科二批</td>\n",
       "      <td>370.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>青海</td>\n",
       "      <td>文科</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>青海</td>\n",
       "      <td>文科</td>\n",
       "      <td>本科二批</td>\n",
       "      <td>436.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>124 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     地区 考生类别    批次    分数线\n",
       "0    北京   理科  本科一批  532.0\n",
       "1    北京   理科  本科二批  429.0\n",
       "2    北京   文科  本科一批  568.0\n",
       "3    北京   文科  本科二批  477.0\n",
       "4    天津   理科  本科一批  515.0\n",
       "..   ..  ...   ...    ...\n",
       "119  浙江   文科  本科二批  462.0\n",
       "120  青海   理科  本科一批  404.0\n",
       "121  青海   理科  本科二批  370.0\n",
       "122  青海   文科  本科一批  482.0\n",
       "123  青海   文科  本科二批  436.0\n",
       "\n",
       "[124 rows x 4 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('20年各省一本二本分数线预测.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_data = df_1[(df_1['年份'] == 2019) & (df_1['考生类别'] == '理科')]\n",
    "t_data = t_data.groupby(['省份'])['学校名称'].nunique().reset_index()\n",
    "data_pair = []\n",
    "for idx, row in t_data.iterrows():\n",
    "    data_pair.append([row['省份'], row['学校名称']])\n",
    "data_pair = sorted(data_pair, key=lambda x: x[1], reverse=False)\n",
    "\n",
    "bar = Bar(init_opts=opts.InitOpts(theme='dark', width='1000px', height='1000px'))\n",
    "bar.add_xaxis([x for x, y in data_pair])\n",
    "bar.add_yaxis(\"\", [y for x, y in data_pair])\n",
    "# 标签格式设置\n",
    "bar.set_series_opts(label_opts=opts.LabelOpts(position=\"right\",\n",
    "                                              font_size=12,\n",
    "                                              font_weight='bold',\n",
    "                                              formatter='{c}'),\n",
    "                    itemstyle_opts={\"normal\": {\n",
    "                                                    \"barBorderRadius\": [30, 30, 30, 30],\n",
    "                                                    'shadowBlur': 10,\n",
    "                                                    'shadowColor': 'rgba(0,191,255,0.5)',\n",
    "                                                    'shadowOffsetY': 1,\n",
    "                                                    'opacity': 0.8\n",
    "                                                }\n",
    "                                       }\n",
    "                    )\n",
    "bar.set_global_opts(xaxis_opts=opts.AxisOpts(is_show=False,),\n",
    "                    yaxis_opts=opts.AxisOpts(axistick_opts=opts.AxisTickOpts(is_show=False),\n",
    "                                                 axisline_opts=opts.AxisLineOpts(is_show=False)),\n",
    "                    title_opts=opts.TitleOpts(title=\"各省份高校数量对比\",pos_left='center',\n",
    "                              title_textstyle_opts=opts.TextStyleOpts(font_size=18)),\n",
    "                    visualmap_opts=opts.VisualMapOpts(is_show=False, \n",
    "                                      min_=5,\n",
    "                                      max_=140,\n",
    "                                      is_piecewise=False,\n",
    "                                      dimension=0,\n",
    "                                      range_color=['#203fb6', '#008afb', '#ffec4a', '#ff6611', '#f62336']),\n",
    "                    graphic_opts=[\n",
    "                            opts.GraphicGroup(\n",
    "                                graphic_item=opts.GraphicItem(left=\"5%\", top=\"5%\"),\n",
    "                                children=[\n",
    "                                    opts.GraphicRect(\n",
    "                                        graphic_item=opts.GraphicItem(\n",
    "                                            z=0, left=\"center\", top=\"middle\"\n",
    "                                        ),\n",
    "                                        graphic_shape_opts=opts.GraphicShapeOpts(width=900, height=900),\n",
    "                                        graphic_basicstyle_opts=opts.GraphicBasicStyleOpts(\n",
    "                                            fill=\"rgba(0,0,0,0)\",\n",
    "                                            stroke=\"#fff\",\n",
    "                                            line_width=2,\n",
    "                                            shadow_blur=20,\n",
    "                                            shadow_offset_x=5,\n",
    "                                            shadow_offset_y=5,\n",
    "                                            shadow_color=\"#4169E1\",\n",
    "                                        ),\n",
    "                                    ),\n",
    "                                ],\n",
    "                            )\n",
    "                        ]\n",
    "                    )\n",
    "# 转换xy轴\n",
    "bar.reversal_axis()\n",
    "bar.render_notebook()    "
   ]
  }
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